Overview

Dataset statistics

Number of variables32
Number of observations3288
Missing cells5
Missing cells (%)< 0.1%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory822.1 KiB
Average record size in memory256.0 B

Variable types

Numeric27
Categorical5

Warnings

time has a high cardinality: 3288 distinct values High cardinality
df_index is highly correlated with open and 5 other fieldsHigh correlation
open is highly correlated with df_index and 4 other fieldsHigh correlation
high is highly correlated with df_index and 4 other fieldsHigh correlation
low is highly correlated with df_index and 4 other fieldsHigh correlation
close is highly correlated with df_index and 4 other fieldsHigh correlation
volume is highly correlated with pvo12-26High correlation
sma5-20 is highly correlated with sma8-15 and 5 other fieldsHigh correlation
sma8-15 is highly correlated with sma5-20 and 6 other fieldsHigh correlation
sma20-50 is highly correlated with sma5-20 and 4 other fieldsHigh correlation
ema5-20 is highly correlated with sma5-20 and 6 other fieldsHigh correlation
macd is highly correlated with sma5-20 and 6 other fieldsHigh correlation
ao14 is highly correlated with wd14 and 6 other fieldsHigh correlation
wd14 is highly correlated with ao14 and 6 other fieldsHigh correlation
ppo12-26 is highly correlated with sma8-15 and 10 other fieldsHigh correlation
rsi14 is highly correlated with ao14 and 6 other fieldsHigh correlation
mfi14 is highly correlated with ao14 and 6 other fieldsHigh correlation
tsi is highly correlated with ao14 and 6 other fieldsHigh correlation
so14 is highly correlated with ao14 and 6 other fieldsHigh correlation
cmo14 is highly correlated with ao14 and 6 other fieldsHigh correlation
pvo12-26 is highly correlated with volumeHigh correlation
adl is highly correlated with df_indexHigh correlation
obv is highly correlated with df_index and 4 other fieldsHigh correlation
fi13 is highly correlated with sma5-20 and 4 other fieldsHigh correlation
fi50 is highly correlated with sma5-20 and 6 other fieldsHigh correlation
return is highly correlated with close_buy_indicator and 1 other fieldsHigh correlation
close_buy_indicator is highly correlated with returnHigh correlation
close_short_indicator is highly correlated with returnHigh correlation
df_index is highly correlated with open and 4 other fieldsHigh correlation
open is highly correlated with df_index and 4 other fieldsHigh correlation
high is highly correlated with df_index and 4 other fieldsHigh correlation
low is highly correlated with df_index and 4 other fieldsHigh correlation
close is highly correlated with df_index and 4 other fieldsHigh correlation
volume is highly correlated with pvo12-26High correlation
sma5-20 is highly correlated with sma8-15 and 12 other fieldsHigh correlation
sma8-15 is highly correlated with sma5-20 and 13 other fieldsHigh correlation
sma20-50 is highly correlated with sma8-15 and 6 other fieldsHigh correlation
ema5-20 is highly correlated with sma5-20 and 13 other fieldsHigh correlation
macd is highly correlated with sma5-20 and 13 other fieldsHigh correlation
ao14 is highly correlated with sma5-20 and 12 other fieldsHigh correlation
adx14 is highly correlated with pvo12-26High correlation
wd14 is highly correlated with sma5-20 and 12 other fieldsHigh correlation
ppo12-26 is highly correlated with sma5-20 and 13 other fieldsHigh correlation
rsi14 is highly correlated with sma5-20 and 13 other fieldsHigh correlation
mfi14 is highly correlated with sma5-20 and 12 other fieldsHigh correlation
tsi is highly correlated with sma5-20 and 13 other fieldsHigh correlation
so14 is highly correlated with sma5-20 and 12 other fieldsHigh correlation
cmo14 is highly correlated with sma5-20 and 12 other fieldsHigh correlation
pvo12-26 is highly correlated with volume and 1 other fieldsHigh correlation
obv is highly correlated with df_index and 4 other fieldsHigh correlation
fi13 is highly correlated with sma5-20 and 12 other fieldsHigh correlation
fi50 is highly correlated with sma5-20 and 13 other fieldsHigh correlation
return is highly correlated with close_buy_indicator and 1 other fieldsHigh correlation
close_buy_indicator is highly correlated with returnHigh correlation
close_short_indicator is highly correlated with returnHigh correlation
df_index is highly correlated with open and 4 other fieldsHigh correlation
open is highly correlated with df_index and 4 other fieldsHigh correlation
high is highly correlated with df_index and 4 other fieldsHigh correlation
low is highly correlated with df_index and 4 other fieldsHigh correlation
close is highly correlated with df_index and 4 other fieldsHigh correlation
sma5-20 is highly correlated with sma8-15 and 10 other fieldsHigh correlation
sma8-15 is highly correlated with sma5-20 and 12 other fieldsHigh correlation
sma20-50 is highly correlated with ema5-20 and 4 other fieldsHigh correlation
ema5-20 is highly correlated with sma5-20 and 13 other fieldsHigh correlation
macd is highly correlated with sma5-20 and 7 other fieldsHigh correlation
ao14 is highly correlated with sma5-20 and 7 other fieldsHigh correlation
wd14 is highly correlated with sma8-15 and 8 other fieldsHigh correlation
ppo12-26 is highly correlated with sma5-20 and 9 other fieldsHigh correlation
rsi14 is highly correlated with sma5-20 and 12 other fieldsHigh correlation
mfi14 is highly correlated with sma5-20 and 8 other fieldsHigh correlation
tsi is highly correlated with sma8-15 and 10 other fieldsHigh correlation
so14 is highly correlated with sma5-20 and 10 other fieldsHigh correlation
cmo14 is highly correlated with sma5-20 and 10 other fieldsHigh correlation
obv is highly correlated with df_index and 4 other fieldsHigh correlation
fi13 is highly correlated with sma5-20 and 7 other fieldsHigh correlation
fi50 is highly correlated with sma5-20 and 8 other fieldsHigh correlation
so14 is highly correlated with cmo14 and 8 other fieldsHigh correlation
low is highly correlated with sma8-15 and 11 other fieldsHigh correlation
close_buy_indicator is highly correlated with returnHigh correlation
volume is highly correlated with fi13 and 2 other fieldsHigh correlation
close_short_indicator is highly correlated with returnHigh correlation
sma8-15 is highly correlated with low and 16 other fieldsHigh correlation
df_index is highly correlated with low and 13 other fieldsHigh correlation
fi13 is highly correlated with volume and 6 other fieldsHigh correlation
atrp14 is highly correlated with tsi and 2 other fieldsHigh correlation
cmo14 is highly correlated with so14 and 8 other fieldsHigh correlation
fi50 is highly correlated with low and 15 other fieldsHigh correlation
obv is highly correlated with low and 13 other fieldsHigh correlation
ema5-20 is highly correlated with so14 and 18 other fieldsHigh correlation
close is highly correlated with low and 11 other fieldsHigh correlation
ao14 is highly correlated with so14 and 6 other fieldsHigh correlation
high is highly correlated with low and 11 other fieldsHigh correlation
mfi14 is highly correlated with so14 and 9 other fieldsHigh correlation
macd is highly correlated with low and 14 other fieldsHigh correlation
sma5-20 is highly correlated with so14 and 17 other fieldsHigh correlation
tsi is highly correlated with so14 and 14 other fieldsHigh correlation
open is highly correlated with low and 11 other fieldsHigh correlation
adl is highly correlated with low and 6 other fieldsHigh correlation
return is highly correlated with close_buy_indicator and 4 other fieldsHigh correlation
ppo12-26 is highly correlated with so14 and 15 other fieldsHigh correlation
wd14 is highly correlated with so14 and 13 other fieldsHigh correlation
rsi14 is highly correlated with so14 and 13 other fieldsHigh correlation
adx14 is highly correlated with df_index and 8 other fieldsHigh correlation
pvo12-26 is highly correlated with volume and 4 other fieldsHigh correlation
sma20-50 is highly correlated with low and 13 other fieldsHigh correlation
df_index is uniformly distributed Uniform
time is uniformly distributed Uniform
df_index has unique values Unique
time has unique values Unique
sma8-15 has unique values Unique
sma20-50 has unique values Unique
ema5-20 has unique values Unique
macd has unique values Unique
wd14 has unique values Unique
ppo12-26 has unique values Unique
so14 has unique values Unique
pvo12-26 has unique values Unique
fi13 has unique values Unique
fi50 has unique values Unique

Reproduction

Analysis started2022-06-05 10:39:15.645324
Analysis finished2022-06-05 10:40:32.635743
Duration1 minute and 16.99 seconds
Software versionpandas-profiling v3.0.0
Download configurationconfig.json

Variables

df_index
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1643.5
Minimum0
Maximum3287
Zeros1
Zeros (%)< 0.1%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum0
5-th percentile164.35
Q1821.75
median1643.5
Q32465.25
95-th percentile3122.65
Maximum3287
Range3287
Interquartile range (IQR)1643.5

Descriptive statistics

Standard deviation949.3081691
Coefficient of variation (CV)0.5776137324
Kurtosis-1.2
Mean1643.5
Median Absolute Deviation (MAD)822
Skewness0
Sum5403828
Variance901186
MonotonicityStrictly increasing
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
20471
 
< 0.1%
5371
 
< 0.1%
5571
 
< 0.1%
26041
 
< 0.1%
5531
 
< 0.1%
26001
 
< 0.1%
5491
 
< 0.1%
25961
 
< 0.1%
5451
 
< 0.1%
25921
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
01
< 0.1%
11
< 0.1%
21
< 0.1%
31
< 0.1%
41
< 0.1%
51
< 0.1%
61
< 0.1%
71
< 0.1%
81
< 0.1%
91
< 0.1%
ValueCountFrequency (%)
32871
< 0.1%
32861
< 0.1%
32851
< 0.1%
32841
< 0.1%
32831
< 0.1%
32821
< 0.1%
32811
< 0.1%
32801
< 0.1%
32791
< 0.1%
32781
< 0.1%

time
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size25.8 KiB
2021-10-15 00:00:00
 
1
2021-02-21 00:00:00
 
1
2016-02-01 00:00:00
 
1
2021-08-14 00:00:00
 
1
2018-03-05 00:00:00
 
1
Other values (3283)
3283 

Length

Max length19
Median length19
Mean length19
Min length19

Characters and Unicode

Total characters62472
Distinct characters13
Distinct categories4 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique3288 ?
Unique (%)100.0%

Sample

1st row2013-04-01 00:00:00
2nd row2013-04-02 00:00:00
3rd row2013-04-03 00:00:00
4th row2013-04-04 00:00:00
5th row2013-04-05 00:00:00

Common Values

ValueCountFrequency (%)
2021-10-15 00:00:001
 
< 0.1%
2021-02-21 00:00:001
 
< 0.1%
2016-02-01 00:00:001
 
< 0.1%
2021-08-14 00:00:001
 
< 0.1%
2018-03-05 00:00:001
 
< 0.1%
2016-11-30 00:00:001
 
< 0.1%
2017-05-19 00:00:001
 
< 0.1%
2020-04-21 00:00:001
 
< 0.1%
2020-05-19 00:00:001
 
< 0.1%
2019-10-14 00:00:001
 
< 0.1%
Other values (3278)3278
99.7%

Length

Histogram of lengths of the category
ValueCountFrequency (%)
00:00:003288
50.0%
2020-06-231
 
< 0.1%
2014-02-091
 
< 0.1%
2013-10-061
 
< 0.1%
2019-01-221
 
< 0.1%
2020-11-181
 
< 0.1%
2021-11-031
 
< 0.1%
2019-08-231
 
< 0.1%
2015-06-241
 
< 0.1%
2020-12-251
 
< 0.1%
Other values (3279)3279
49.9%

Most occurring characters

ValueCountFrequency (%)
027409
43.9%
-6576
 
10.5%
:6576
 
10.5%
26131
 
9.8%
15676
 
9.1%
3288
 
5.3%
31040
 
1.7%
5968
 
1.5%
7968
 
1.5%
8968
 
1.5%
Other values (3)2872
 
4.6%

Most occurring categories

ValueCountFrequency (%)
Decimal Number46032
73.7%
Dash Punctuation6576
 
10.5%
Other Punctuation6576
 
10.5%
Space Separator3288
 
5.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
027409
59.5%
26131
 
13.3%
15676
 
12.3%
31040
 
2.3%
5968
 
2.1%
7968
 
2.1%
8968
 
2.1%
4960
 
2.1%
6960
 
2.1%
9952
 
2.1%
Dash Punctuation
ValueCountFrequency (%)
-6576
100.0%
Space Separator
ValueCountFrequency (%)
3288
100.0%
Other Punctuation
ValueCountFrequency (%)
:6576
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common62472
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
027409
43.9%
-6576
 
10.5%
:6576
 
10.5%
26131
 
9.8%
15676
 
9.1%
3288
 
5.3%
31040
 
1.7%
5968
 
1.5%
7968
 
1.5%
8968
 
1.5%
Other values (3)2872
 
4.6%

Most occurring blocks

ValueCountFrequency (%)
ASCII62472
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
027409
43.9%
-6576
 
10.5%
:6576
 
10.5%
26131
 
9.8%
15676
 
9.1%
3288
 
5.3%
31040
 
1.7%
5968
 
1.5%
7968
 
1.5%
8968
 
1.5%
Other values (3)2872
 
4.6%

open
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3282
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9900.45578
Minimum65.60316449
Maximum67532.45751
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum65.60316449
5-th percentile127.3281879
Q1445.7187455
median3663.386892
Q39636.941098
95-th percentile48854.77973
Maximum67532.45751
Range67466.85434
Interquartile range (IQR)9191.222353

Descriptive statistics

Standard deviation15566.28288
Coefficient of variation (CV)1.572279421
Kurtosis2.84262044
Mean9900.45578
Median Absolute Deviation (MAD)3413.889327
Skewness1.998364302
Sum32552698.6
Variance242309162.6
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
604.27246027
 
0.2%
245.44504851
 
< 0.1%
603.72459091
 
< 0.1%
11241.529161
 
< 0.1%
2502.0072251
 
< 0.1%
8114.5842131
 
< 0.1%
10626.966851
 
< 0.1%
41616.217251
 
< 0.1%
8362.0035931
 
< 0.1%
54743.15571
 
< 0.1%
Other values (3272)3272
99.5%
ValueCountFrequency (%)
65.603164491
< 0.1%
67.18689261
< 0.1%
69.554888911
< 0.1%
70.350553291
< 0.1%
73.683107441
< 0.1%
74.083536031
< 0.1%
77.618462911
< 0.1%
80.721740361
< 0.1%
81.865029541
< 0.1%
82.681316091
< 0.1%
ValueCountFrequency (%)
67532.457511
< 0.1%
66865.121761
< 0.1%
65799.478291
< 0.1%
65098.837621
< 0.1%
64963.857771
< 0.1%
64927.671071
< 0.1%
64477.989391
< 0.1%
64331.475121
< 0.1%
64184.529321
< 0.1%
64047.678951
< 0.1%

high
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3282
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9928.352074
Minimum65.88802943
Maximum67570.90869
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum65.88802943
5-th percentile127.3641869
Q1445.9275398
median3704.637952
Q39668.109259
95-th percentile48908.67521
Maximum67570.90869
Range67505.02066
Interquartile range (IQR)9222.181719

Descriptive statistics

Standard deviation15579.94158
Coefficient of variation (CV)1.569237418
Kurtosis2.833816332
Mean9928.352074
Median Absolute Deviation (MAD)3454.151074
Skewness1.99548067
Sum32644421.62
Variance242734579.5
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
604.27246027
 
0.2%
4053.5066771
 
< 0.1%
424.84136211
 
< 0.1%
7369.0109851
 
< 0.1%
282.5434681
 
< 0.1%
6401.1604591
 
< 0.1%
687.79393611
 
< 0.1%
8225.200381
 
< 0.1%
508.55290281
 
< 0.1%
90.106444951
 
< 0.1%
Other values (3272)3272
99.5%
ValueCountFrequency (%)
65.888029431
< 0.1%
67.287528551
< 0.1%
69.623651031
< 0.1%
70.489705521
< 0.1%
73.759928951
< 0.1%
74.147942781
< 0.1%
77.744680931
< 0.1%
80.837009711
< 0.1%
81.952472131
< 0.1%
82.793456511
< 0.1%
ValueCountFrequency (%)
67570.908691
< 0.1%
66920.961961
< 0.1%
65839.67871
< 0.1%
65135.535271
< 0.1%
65002.6931
< 0.1%
64965.452331
< 0.1%
64509.551351
< 0.1%
64395.881041
< 0.1%
64225.293451
< 0.1%
64076.97181
< 0.1%

low
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3282
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9881.085872
Minimum65.35693575
Maximum67477.46643
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum65.35693575
5-th percentile127.2924431
Q1445.4374074
median3616.346076
Q39619.486733
95-th percentile48797.36832
Maximum67477.46643
Range67412.1095
Interquartile range (IQR)9174.049326

Descriptive statistics

Standard deviation15550.37228
Coefficient of variation (CV)1.573751355
Kurtosis2.847033869
Mean9881.085872
Median Absolute Deviation (MAD)3369.177932
Skewness1.999704952
Sum32489010.35
Variance241814078
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
604.27246027
 
0.2%
251.86201631
 
< 0.1%
1207.0236851
 
< 0.1%
55831.692371
 
< 0.1%
6452.6059541
 
< 0.1%
1823.7065281
 
< 0.1%
226.62885041
 
< 0.1%
47560.816221
 
< 0.1%
56782.884841
 
< 0.1%
46568.812221
 
< 0.1%
Other values (3272)3272
99.5%
ValueCountFrequency (%)
65.356935751
< 0.1%
67.085306921
< 0.1%
69.484522441
< 0.1%
70.242964091
< 0.1%
73.61663921
< 0.1%
74.020265731
< 0.1%
77.521746891
< 0.1%
80.615062771
< 0.1%
81.772817491
< 0.1%
82.562704981
< 0.1%
ValueCountFrequency (%)
67477.466431
< 0.1%
66797.772561
< 0.1%
65758.650391
< 0.1%
65039.737641
< 0.1%
64917.593641
< 0.1%
64866.254331
< 0.1%
64438.952491
< 0.1%
64253.3131
< 0.1%
64129.747161
< 0.1%
64018.215211
< 0.1%

close
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3281
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9901.281281
Minimum65.67458593
Maximum67531.15208
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum65.67458593
5-th percentile127.3319431
Q1445.7452806
median3641.013469
Q39637.043567
95-th percentile48854.20163
Maximum67531.15208
Range67465.47749
Interquartile range (IQR)9191.298286

Descriptive statistics

Standard deviation15566.7446
Coefficient of variation (CV)1.572194967
Kurtosis2.841340278
Mean9901.281281
Median Absolute Deviation (MAD)3392.947196
Skewness1.997983998
Sum32555412.85
Variance242323537.3
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
604.27246028
 
0.2%
577.75522591
 
< 0.1%
73.684817761
 
< 0.1%
373.3223871
 
< 0.1%
122.97993611
 
< 0.1%
238.12288891
 
< 0.1%
1219.666081
 
< 0.1%
18332.569811
 
< 0.1%
278.19604931
 
< 0.1%
7246.1749721
 
< 0.1%
Other values (3271)3271
99.5%
ValueCountFrequency (%)
65.674585931
< 0.1%
67.17408071
< 0.1%
69.552976061
< 0.1%
70.366631261
< 0.1%
73.684817761
< 0.1%
74.081569461
< 0.1%
77.651637881
< 0.1%
80.730465641
< 0.1%
81.861432821
< 0.1%
82.672448231
< 0.1%
ValueCountFrequency (%)
67531.152081
< 0.1%
66863.433091
< 0.1%
65801.893121
< 0.1%
65096.896391
< 0.1%
64962.214071
< 0.1%
64926.697751
< 0.1%
64479.044991
< 0.1%
64329.036571
< 0.1%
64182.941891
< 0.1%
64047.90251
< 0.1%

volume
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3282
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean44.63006767
Minimum0
Maximum522.8009426
Zeros7
Zeros (%)0.2%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum0
5-th percentile12.00393465
Q122.82159864
median35.07034389
Q354.90065701
95-th percentile104.5739049
Maximum522.8009426
Range522.8009426
Interquartile range (IQR)32.07905836

Descriptive statistics

Standard deviation35.65385174
Coefficient of variation (CV)0.7988751439
Kurtosis26.08785516
Mean44.63006767
Median Absolute Deviation (MAD)14.52973865
Skewness3.605493689
Sum146743.6625
Variance1271.197144
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
07
 
0.2%
41.88351931
 
< 0.1%
79.447088521
 
< 0.1%
21.961029051
 
< 0.1%
45.377145961
 
< 0.1%
52.763084361
 
< 0.1%
101.78211571
 
< 0.1%
48.759870071
 
< 0.1%
63.324367541
 
< 0.1%
37.623279371
 
< 0.1%
Other values (3272)3272
99.5%
ValueCountFrequency (%)
07
0.2%
5.1652589521
 
< 0.1%
5.4980763531
 
< 0.1%
5.7693497841
 
< 0.1%
6.0227853741
 
< 0.1%
6.2468133771
 
< 0.1%
6.3818887961
 
< 0.1%
6.4722613171
 
< 0.1%
6.4823404721
 
< 0.1%
6.6573902991
 
< 0.1%
ValueCountFrequency (%)
522.80094261
< 0.1%
472.45331821
< 0.1%
367.17527141
< 0.1%
335.75848861
< 0.1%
315.1791881
< 0.1%
297.18782451
< 0.1%
286.1026931
< 0.1%
274.37168611
< 0.1%
256.58718951
< 0.1%
256.16535011
< 0.1%

sma5-20
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3284
Distinct (%)99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean100.3693107
Minimum-11211.17654
Maximum8505.411913
Zeros5
Zeros (%)0.2%
Negative1460
Negative (%)44.4%
Memory size25.8 KiB

Quantile statistics

Minimum-11211.17654
5-th percentile-1549.239685
Q1-42.37865837
median4.365669023
Q3153.8813425
95-th percentile2053.326256
Maximum8505.411913
Range19716.58845
Interquartile range (IQR)196.2600009

Descriptive statistics

Standard deviation1417.572919
Coefficient of variation (CV)14.12356933
Kurtosis15.11404888
Mean100.3693107
Median Absolute Deviation (MAD)87.93853817
Skewness0.3800710801
Sum330014.2937
Variance2009512.98
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
05
 
0.2%
-3.0440819991
 
< 0.1%
-3672.2960741
 
< 0.1%
-13.39688621
 
< 0.1%
-105.06105611
 
< 0.1%
108.2678291
 
< 0.1%
-42.174985351
 
< 0.1%
-1554.4697371
 
< 0.1%
-5.7204093511
 
< 0.1%
-335.69047731
 
< 0.1%
Other values (3274)3274
99.6%
ValueCountFrequency (%)
-11211.176541
< 0.1%
-10716.062711
< 0.1%
-10529.014271
< 0.1%
-10179.779151
< 0.1%
-10138.395521
< 0.1%
-9349.2709111
< 0.1%
-9264.3527891
< 0.1%
-8321.4693511
< 0.1%
-8105.7988971
< 0.1%
-6844.5389831
< 0.1%
ValueCountFrequency (%)
8505.4119131
< 0.1%
8200.8835651
< 0.1%
8130.7479671
< 0.1%
8125.6875451
< 0.1%
8040.773341
< 0.1%
7888.3634511
< 0.1%
7746.389891
< 0.1%
7659.4903071
< 0.1%
7533.0934751
< 0.1%
7527.1679381
< 0.1%

sma8-15
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean45.91750449
Minimum-3953.139249
Maximum3425.158415
Zeros1
Zeros (%)< 0.1%
Negative1437
Negative (%)43.7%
Memory size25.8 KiB

Quantile statistics

Minimum-3953.139249
5-th percentile-575.4360495
Q1-14.7590178
median1.87529331
Q362.0645714
95-th percentile829.6952815
Maximum3425.158415
Range7378.297664
Interquartile range (IQR)76.8235892

Descriptive statistics

Standard deviation539.7227488
Coefficient of variation (CV)11.75418296
Kurtosis13.60793638
Mean45.91750449
Median Absolute Deviation (MAD)31.25339694
Skewness0.5205561634
Sum150976.7548
Variance291300.6456
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
70.054629041
 
< 0.1%
-219.3626021
 
< 0.1%
-9.5849806291
 
< 0.1%
1150.5613891
 
< 0.1%
15.683053871
 
< 0.1%
-323.24577971
 
< 0.1%
39.302481231
 
< 0.1%
-243.53607931
 
< 0.1%
34.457171131
 
< 0.1%
36.612368121
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-3953.1392491
< 0.1%
-3822.798271
< 0.1%
-3702.6216311
< 0.1%
-3534.8371561
< 0.1%
-3525.5358371
< 0.1%
-3371.0720331
< 0.1%
-3110.6107161
< 0.1%
-3099.0536181
< 0.1%
-2785.5418131
< 0.1%
-2701.0393751
< 0.1%
ValueCountFrequency (%)
3425.1584151
< 0.1%
3244.2686041
< 0.1%
3226.472081
< 0.1%
3189.2442331
< 0.1%
3180.2565281
< 0.1%
2978.303691
< 0.1%
2955.7453791
< 0.1%
2883.7367151
< 0.1%
2865.8012911
< 0.1%
2853.9388741
< 0.1%

sma20-50
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean188.7679235
Minimum-5972.053105
Maximum7468.414222
Zeros1
Zeros (%)< 0.1%
Negative1402
Negative (%)42.6%
Memory size25.8 KiB

Quantile statistics

Minimum-5972.053105
5-th percentile-1150.493788
Q1-37.28487716
median7.670785426
Q3199.7429254
95-th percentile3188.3105
Maximum7468.414222
Range13440.46733
Interquartile range (IQR)237.0278025

Descriptive statistics

Standard deviation1415.865037
Coefficient of variation (CV)7.500559472
Kurtosis7.116245072
Mean188.7679235
Median Absolute Deviation (MAD)78.36720305
Skewness0.9035026259
Sum620668.9325
Variance2004673.802
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
33.960661111
 
< 0.1%
4.4412206741
 
< 0.1%
637.73383171
 
< 0.1%
7.4223424411
 
< 0.1%
-1524.8004961
 
< 0.1%
28.59399121
 
< 0.1%
-593.76639331
 
< 0.1%
80.434199341
 
< 0.1%
-3387.6274761
 
< 0.1%
-429.8430681
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-5972.0531051
< 0.1%
-5944.5165531
< 0.1%
-5934.4549221
< 0.1%
-5859.9103891
< 0.1%
-5809.2604571
< 0.1%
-5790.2220911
< 0.1%
-5760.7609471
< 0.1%
-5759.4032031
< 0.1%
-5722.5551111
< 0.1%
-5704.444091
< 0.1%
ValueCountFrequency (%)
7468.4142221
< 0.1%
7324.0901631
< 0.1%
7244.2770671
< 0.1%
7068.8321681
< 0.1%
6976.3543961
< 0.1%
6900.5180091
< 0.1%
6595.8395831
< 0.1%
6541.6375661
< 0.1%
6334.8715151
< 0.1%
6232.2950021
< 0.1%

ema5-20
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean98.25974386
Minimum-8080.343627
Maximum7141.950363
Zeros1
Zeros (%)< 0.1%
Negative1428
Negative (%)43.4%
Memory size25.8 KiB

Quantile statistics

Minimum-8080.343627
5-th percentile-1187.775714
Q1-28.98727472
median3.716146457
Q3126.5431853
95-th percentile1773.355045
Maximum7141.950363
Range15222.29399
Interquartile range (IQR)155.53046

Descriptive statistics

Standard deviation1114.461307
Coefficient of variation (CV)11.34199279
Kurtosis13.18177014
Mean98.25974386
Median Absolute Deviation (MAD)64.22727359
Skewness0.526860965
Sum323078.0378
Variance1242024.004
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-934.7332131
 
< 0.1%
-2171.505841
 
< 0.1%
-4.1530336231
 
< 0.1%
-2619.9307531
 
< 0.1%
1826.1210731
 
< 0.1%
-7.2677413881
 
< 0.1%
165.32721831
 
< 0.1%
17.313197061
 
< 0.1%
-91.048410071
 
< 0.1%
-143.76820851
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-8080.3436271
< 0.1%
-7664.6461011
< 0.1%
-7568.6641881
< 0.1%
-7293.1159051
< 0.1%
-7079.8247991
< 0.1%
-6919.8854481
< 0.1%
-6647.0655291
< 0.1%
-5970.1124391
< 0.1%
-5405.5682911
< 0.1%
-5314.7670321
< 0.1%
ValueCountFrequency (%)
7141.9503631
< 0.1%
6752.0214311
< 0.1%
6733.0783191
< 0.1%
6601.5137261
< 0.1%
6595.3591861
< 0.1%
6337.1617591
< 0.1%
6053.2903161
< 0.1%
5915.5972521
< 0.1%
5832.5461621
< 0.1%
5820.0779021
< 0.1%

macd
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean88.98394214
Minimum-5071.862491
Maximum5158.728319
Zeros1
Zeros (%)< 0.1%
Negative1426
Negative (%)43.4%
Memory size25.8 KiB

Quantile statistics

Minimum-5071.862491
5-th percentile-927.7721543
Q1-25.61893989
median2.808355535
Q3110.580999
95-th percentile1645.879075
Maximum5158.728319
Range10230.59081
Interquartile range (IQR)136.1999389

Descriptive statistics

Standard deviation862.2429601
Coefficient of variation (CV)9.689871446
Kurtosis10.49842238
Mean88.98394214
Median Absolute Deviation (MAD)48.71038938
Skewness0.5638207344
Sum292579.2018
Variance743462.9222
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1377.3736021
 
< 0.1%
595.9649921
 
< 0.1%
414.29638091
 
< 0.1%
-12.512415911
 
< 0.1%
0.28040097081
 
< 0.1%
110.56740051
 
< 0.1%
0.86902507171
 
< 0.1%
-927.65255711
 
< 0.1%
-469.078791
 
< 0.1%
-1003.7372651
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-5071.8624911
< 0.1%
-5032.7274761
< 0.1%
-4940.8318641
< 0.1%
-4850.608531
< 0.1%
-4734.5041021
< 0.1%
-4702.4989971
< 0.1%
-4688.5151421
< 0.1%
-4683.7612821
< 0.1%
-4569.5960521
< 0.1%
-4501.6696141
< 0.1%
ValueCountFrequency (%)
5158.7283191
< 0.1%
5130.2160721
< 0.1%
4882.7213571
< 0.1%
4644.6519811
< 0.1%
4591.331641
< 0.1%
4537.5960221
< 0.1%
4500.8906921
< 0.1%
4355.131421
< 0.1%
4350.9995241
< 0.1%
4272.6345861
< 0.1%

ao14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct66
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.587504345
Minimum-92.85714286
Maximum92.85714286
Zeros1
Zeros (%)< 0.1%
Negative1486
Negative (%)45.2%
Memory size25.8 KiB

Quantile statistics

Minimum-92.85714286
5-th percentile-85.71428571
Q1-50
median28.57142857
Q364.28571429
95-th percentile92.85714286
Maximum92.85714286
Range185.7142857
Interquartile range (IQR)114.2857143

Descriptive statistics

Standard deviation62.22142156
Coefficient of variation (CV)7.24557672
Kurtosis-1.524178495
Mean8.587504345
Median Absolute Deviation (MAD)57.14285714
Skewness-0.1563627798
Sum28235.71429
Variance3871.505301
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
92.85714286258
 
7.8%
85.71428571180
 
5.5%
78.57142857130
 
4.0%
42.85714286127
 
3.9%
-50125
 
3.8%
71.42857143124
 
3.8%
50121
 
3.7%
-92.85714286115
 
3.5%
64.28571429110
 
3.3%
-85.71428571105
 
3.2%
Other values (56)1893
57.6%
ValueCountFrequency (%)
-92.85714286115
3.5%
-85.71428571105
3.2%
-78.5714285729
 
0.9%
-78.5714285796
2.9%
-71.42857143100
3.0%
-71.4285714319
 
0.6%
-64.2857142960
1.8%
-64.2857142972
2.2%
-57.1428571447
1.4%
-57.1428571485
2.6%
ValueCountFrequency (%)
92.85714286258
7.8%
85.71428571180
5.5%
78.5714285733
 
1.0%
78.57142857130
4.0%
71.42857143124
3.8%
71.4285714324
 
0.7%
64.2857142978
 
2.4%
64.28571429110
3.3%
57.1428571449
 
1.5%
57.1428571490
 
2.7%

adx14
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct3262
Distinct (%)99.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean27.11833107
Minimum0
Maximum72.07099429
Zeros27
Zeros (%)0.8%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum0
5-th percentile10.05484795
Q118.29870562
median24.83462494
Q333.96942862
95-th percentile52.61623726
Maximum72.07099429
Range72.07099429
Interquartile range (IQR)15.670723

Descriptive statistics

Standard deviation12.71983215
Coefficient of variation (CV)0.4690492242
Kurtosis0.6002021131
Mean27.11833107
Median Absolute Deviation (MAD)7.342060549
Skewness0.8290385434
Sum89165.07255
Variance161.7941299
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
027
 
0.8%
28.726106711
 
< 0.1%
36.024186591
 
< 0.1%
24.15129591
 
< 0.1%
62.963689331
 
< 0.1%
15.553194291
 
< 0.1%
39.311538971
 
< 0.1%
27.236358171
 
< 0.1%
30.242553171
 
< 0.1%
31.6147221
 
< 0.1%
Other values (3252)3252
98.9%
ValueCountFrequency (%)
027
0.8%
4.2347762891
 
< 0.1%
4.2513327171
 
< 0.1%
4.3853376521
 
< 0.1%
4.4854567341
 
< 0.1%
4.4900509661
 
< 0.1%
4.6081849551
 
< 0.1%
4.7593377141
 
< 0.1%
4.9872810111
 
< 0.1%
5.2340912881
 
< 0.1%
ValueCountFrequency (%)
72.070994291
< 0.1%
71.283895141
< 0.1%
70.523594081
< 0.1%
70.291684851
< 0.1%
69.93737781
< 0.1%
69.480533011
< 0.1%
69.267744331
< 0.1%
69.241493251
< 0.1%
69.130948121
< 0.1%
68.884497941
< 0.1%

wd14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.753097569
Minimum-115.4166094
Maximum138.2648831
Zeros1
Zeros (%)< 0.1%
Negative1472
Negative (%)44.8%
Memory size25.8 KiB

Quantile statistics

Minimum-115.4166094
5-th percentile-56.43616529
Q1-18.73018446
median4.129270891
Q331.22495264
95-th percentile81.71263699
Maximum138.2648831
Range253.6814925
Interquartile range (IQR)49.9551371

Descriptive statistics

Standard deviation40.67702949
Coefficient of variation (CV)5.246551991
Kurtosis0.0805755481
Mean7.753097569
Median Absolute Deviation (MAD)24.7342878
Skewness0.287149105
Sum25492.18481
Variance1654.620728
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-53.050697221
 
< 0.1%
19.574426121
 
< 0.1%
-77.391157951
 
< 0.1%
84.099459941
 
< 0.1%
51.431398771
 
< 0.1%
58.739663541
 
< 0.1%
-15.463978041
 
< 0.1%
-5.8208062791
 
< 0.1%
85.866879561
 
< 0.1%
-15.224694391
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-115.41660941
< 0.1%
-108.39354271
< 0.1%
-102.14463641
< 0.1%
-101.22230161
< 0.1%
-99.380558761
< 0.1%
-98.992338161
< 0.1%
-98.277536241
< 0.1%
-97.849262491
< 0.1%
-96.59174251
< 0.1%
-96.305801091
< 0.1%
ValueCountFrequency (%)
138.26488311
< 0.1%
133.95133331
< 0.1%
132.06295971
< 0.1%
131.22198121
< 0.1%
128.13040271
< 0.1%
127.99867871
< 0.1%
127.93562921
< 0.1%
126.92196971
< 0.1%
126.16731791
< 0.1%
123.37914341
< 0.1%

ppo12-26
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9677559585
Minimum-14.56713248
Maximum30.74547062
Zeros1
Zeros (%)< 0.1%
Negative1426
Negative (%)43.4%
Memory size25.8 KiB

Quantile statistics

Minimum-14.56713248
5-th percentile-6.63575342
Q1-2.172603152
median0.5711235762
Q33.574502006
95-th percentile9.385326709
Maximum30.74547062
Range45.3126031
Interquartile range (IQR)5.747105158

Descriptive statistics

Standard deviation5.233347941
Coefficient of variation (CV)5.407714512
Kurtosis4.252270704
Mean0.9677559585
Median Absolute Deviation (MAD)2.833253128
Skewness0.9790447317
Sum3181.981591
Variance27.38793067
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-2.3327863721
 
< 0.1%
1.4631772481
 
< 0.1%
-0.64487737541
 
< 0.1%
3.2684018611
 
< 0.1%
4.3049373241
 
< 0.1%
1.5586362711
 
< 0.1%
-0.87674737081
 
< 0.1%
2.6051566331
 
< 0.1%
-0.022670089611
 
< 0.1%
5.5479863861
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-14.567132481
< 0.1%
-14.379625341
< 0.1%
-13.937738911
< 0.1%
-13.49569611
< 0.1%
-13.348699891
< 0.1%
-13.343104241
< 0.1%
-13.182445561
< 0.1%
-13.075062231
< 0.1%
-13.06413091
< 0.1%
-12.612753821
< 0.1%
ValueCountFrequency (%)
30.745470621
< 0.1%
30.646147711
< 0.1%
30.159950121
< 0.1%
30.138910171
< 0.1%
30.072748191
< 0.1%
29.910954241
< 0.1%
29.907166971
< 0.1%
29.891753341
< 0.1%
29.268657531
< 0.1%
28.328675341
< 0.1%

rsi14
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3273
Distinct (%)99.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean53.88920675
Minimum6.853223193
Maximum100
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum6.853223193
5-th percentile27.83059172
Q141.87350852
median52.56514291
Q365.26529487
95-th percentile83.95211542
Maximum100
Range93.14677681
Interquartile range (IQR)23.39178635

Descriptive statistics

Standard deviation16.78497831
Coefficient of variation (CV)0.3114719871
Kurtosis-0.3986989988
Mean53.88920675
Median Absolute Deviation (MAD)11.68539314
Skewness0.2097833172
Sum177187.7118
Variance281.7354969
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1009
 
0.3%
29.278155658
 
0.2%
58.545212861
 
< 0.1%
77.292397591
 
< 0.1%
46.821890831
 
< 0.1%
40.113605371
 
< 0.1%
60.618956231
 
< 0.1%
58.775563571
 
< 0.1%
45.47092651
 
< 0.1%
90.873439671
 
< 0.1%
Other values (3263)3263
99.2%
ValueCountFrequency (%)
6.8532231931
< 0.1%
8.7571258711
< 0.1%
8.9521497311
< 0.1%
9.9568987931
< 0.1%
10.0045181
< 0.1%
10.157730271
< 0.1%
10.477430811
< 0.1%
10.742249941
< 0.1%
13.734946831
< 0.1%
14.356960051
< 0.1%
ValueCountFrequency (%)
1009
0.3%
94.929718981
 
< 0.1%
94.500072571
 
< 0.1%
94.495744641
 
< 0.1%
93.877755221
 
< 0.1%
93.795973681
 
< 0.1%
93.435596251
 
< 0.1%
93.18027111
 
< 0.1%
93.024556861
 
< 0.1%
92.851163361
 
< 0.1%

mfi14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3275
Distinct (%)99.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.5312058977
Minimum-2.886579864 × 10-15
Maximum1
Zeros0
Zeros (%)0.0%
Negative4
Negative (%)0.1%
Memory size25.8 KiB

Quantile statistics

Minimum-2.886579864 × 10-15
5-th percentile0.248406698
Q10.3872272839
median0.5342788155
Q30.6683593713
95-th percentile0.8314292331
Maximum1
Range1
Interquartile range (IQR)0.2811320874

Descriptive statistics

Standard deviation0.1832745633
Coefficient of variation (CV)0.3450160551
Kurtosis-0.6858266912
Mean0.5312058977
Median Absolute Deviation (MAD)0.1407460023
Skewness0.0008873752523
Sum1746.604992
Variance0.03358956555
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.514
 
0.4%
0.3365435061
 
< 0.1%
0.94410845821
 
< 0.1%
0.36040878181
 
< 0.1%
0.18480819221
 
< 0.1%
0.41787665081
 
< 0.1%
0.60025274541
 
< 0.1%
0.38282378691
 
< 0.1%
0.38456707221
 
< 0.1%
0.28895517761
 
< 0.1%
Other values (3265)3265
99.3%
ValueCountFrequency (%)
-2.886579864 × 10-151
< 0.1%
-2.442490654 × 10-151
< 0.1%
-2.220446049 × 10-151
< 0.1%
-1.998401444 × 10-151
< 0.1%
0.046749843561
< 0.1%
0.064458001411
< 0.1%
0.072273019241
< 0.1%
0.078189472941
< 0.1%
0.084845807521
< 0.1%
0.089599637481
< 0.1%
ValueCountFrequency (%)
11
< 0.1%
0.96420988591
< 0.1%
0.95919385951
< 0.1%
0.95590483231
< 0.1%
0.95038445761
< 0.1%
0.94903745921
< 0.1%
0.9453566881
< 0.1%
0.94410845821
< 0.1%
0.94407816661
< 0.1%
0.94022052981
< 0.1%

tsi
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3281
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.944213452
Minimum-76.93036498
Maximum100
Zeros1
Zeros (%)< 0.1%
Negative1390
Negative (%)42.3%
Memory size25.8 KiB

Quantile statistics

Minimum-76.93036498
5-th percentile-40.06176765
Q1-13.83183419
median5.10007014
Q328.51877202
95-th percentile62.60966888
Maximum100
Range176.930365
Interquartile range (IQR)42.35060621

Descriptive statistics

Standard deviation30.396999
Coefficient of variation (CV)3.826306932
Kurtosis-0.4104336317
Mean7.944213452
Median Absolute Deviation (MAD)20.78141104
Skewness0.22953866
Sum26120.57383
Variance923.9775483
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1008
 
0.2%
16.087963431
 
< 0.1%
-38.99842451
 
< 0.1%
73.247779221
 
< 0.1%
-32.897987491
 
< 0.1%
-21.026079361
 
< 0.1%
-14.166745551
 
< 0.1%
3.4108616421
 
< 0.1%
40.736409971
 
< 0.1%
36.034368351
 
< 0.1%
Other values (3271)3271
99.5%
ValueCountFrequency (%)
-76.930364981
< 0.1%
-76.090178671
< 0.1%
-75.375510741
< 0.1%
-72.406525311
< 0.1%
-72.168411591
< 0.1%
-69.967914191
< 0.1%
-66.731529831
< 0.1%
-66.516531711
< 0.1%
-63.243863491
< 0.1%
-62.747444881
< 0.1%
ValueCountFrequency (%)
1008
0.2%
95.658306641
 
< 0.1%
80.364625161
 
< 0.1%
79.54889251
 
< 0.1%
79.305405841
 
< 0.1%
79.081451131
 
< 0.1%
78.952774271
 
< 0.1%
78.91613721
 
< 0.1%
78.874908121
 
< 0.1%
78.738104031
 
< 0.1%

so14
Real number (ℝ≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean54.06126921
Minimum0.2070304687
Maximum99.57895542
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum0.2070304687
5-th percentile5.9537421
Q123.16045305
median57.09080651
Q385.12958036
95-th percentile97.3213793
Maximum99.57895542
Range99.37192495
Interquartile range (IQR)61.96912731

Descriptive statistics

Standard deviation31.98293046
Coefficient of variation (CV)0.5916052459
Kurtosis-1.445126154
Mean54.06126921
Median Absolute Deviation (MAD)30.73032933
Skewness-0.1121436341
Sum177753.4532
Variance1022.907841
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
40.123381641
 
< 0.1%
57.016841181
 
< 0.1%
9.6401328571
 
< 0.1%
13.108492261
 
< 0.1%
56.816117691
 
< 0.1%
25.67359581
 
< 0.1%
15.100036731
 
< 0.1%
34.909582181
 
< 0.1%
76.623499471
 
< 0.1%
2.8539572911
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
0.20703046871
< 0.1%
0.22904252081
< 0.1%
0.24953437521
< 0.1%
0.32711663841
< 0.1%
0.45011257881
< 0.1%
0.61235390771
< 0.1%
0.74213328461
< 0.1%
0.87887356971
< 0.1%
0.89486190661
< 0.1%
1.0839839971
< 0.1%
ValueCountFrequency (%)
99.578955421
< 0.1%
99.512119981
< 0.1%
99.504669581
< 0.1%
99.451977631
< 0.1%
99.409831021
< 0.1%
99.40673051
< 0.1%
99.386664811
< 0.1%
99.37129061
< 0.1%
99.355249881
< 0.1%
99.341063861
< 0.1%

cmo14
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3270
Distinct (%)99.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.100084092
Minimum-100
Maximum100
Zeros0
Zeros (%)0.0%
Negative1439
Negative (%)43.8%
Memory size25.8 KiB

Quantile statistics

Minimum-100
5-th percentile-63.18344643
Q1-26.20374549
median7.493889617
Q342.29369454
95-th percentile81.11585421
Maximum100
Range200
Interquartile range (IQR)68.49744003

Descriptive statistics

Standard deviation45.03480224
Coefficient of variation (CV)5.559794408
Kurtosis-0.8184810305
Mean8.100084092
Median Absolute Deviation (MAD)34.30940594
Skewness-0.01344644782
Sum26633.07649
Variance2028.133413
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-0.717058813114
 
0.4%
-1005
 
0.2%
1002
 
0.1%
61.103835251
 
< 0.1%
-34.63915181
 
< 0.1%
64.804222981
 
< 0.1%
-89.127169171
 
< 0.1%
-6.452936251
 
< 0.1%
60.608787561
 
< 0.1%
49.113797491
 
< 0.1%
Other values (3260)3260
99.1%
ValueCountFrequency (%)
-1005
0.2%
-98.20692711
 
< 0.1%
-97.803266091
 
< 0.1%
-95.374654011
 
< 0.1%
-95.125504941
 
< 0.1%
-93.906901951
 
< 0.1%
-93.531830721
 
< 0.1%
-93.503374921
 
< 0.1%
-92.816295491
 
< 0.1%
-92.54275661
 
< 0.1%
ValueCountFrequency (%)
1002
0.1%
99.777964211
< 0.1%
99.752036041
< 0.1%
99.698676421
< 0.1%
99.618879991
< 0.1%
99.613516511
< 0.1%
99.54990141
< 0.1%
99.541307261
< 0.1%
99.429444231
< 0.1%
99.388916151
< 0.1%

atrp14
Real number (ℝ≥0)

HIGH CORRELATION

Distinct3275
Distinct (%)99.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.45751326
Minimum3.550743635
Maximum214.7885617
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size25.8 KiB

Quantile statistics

Minimum3.550743635
5-th percentile5.598490114
Q110.65894001
median14.90809169
Q320.04120786
95-th percentile35.02861266
Maximum214.7885617
Range211.2378181
Interquartile range (IQR)9.382267853

Descriptive statistics

Standard deviation14.2532573
Coefficient of variation (CV)0.8164540437
Kurtosis43.25130436
Mean17.45751326
Median Absolute Deviation (MAD)4.574050677
Skewness5.396348041
Sum57400.30361
Variance203.1553435
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
133.896078414
 
0.4%
8.2320822891
 
< 0.1%
12.996414691
 
< 0.1%
52.061007661
 
< 0.1%
9.5731080181
 
< 0.1%
11.478750511
 
< 0.1%
12.181028841
 
< 0.1%
22.068536031
 
< 0.1%
19.017088751
 
< 0.1%
28.719286211
 
< 0.1%
Other values (3265)3265
99.3%
ValueCountFrequency (%)
3.5507436351
< 0.1%
3.5542743081
< 0.1%
3.5724149621
< 0.1%
3.5779636831
< 0.1%
3.5783650781
< 0.1%
3.5924545271
< 0.1%
3.6135183621
< 0.1%
3.6264285341
< 0.1%
3.6591392311
< 0.1%
3.6772209711
< 0.1%
ValueCountFrequency (%)
214.78856171
 
< 0.1%
164.5211911
 
< 0.1%
155.62457081
 
< 0.1%
144.54111481
 
< 0.1%
133.896078414
0.4%
123.71566081
 
< 0.1%
123.40638661
 
< 0.1%
120.87234651
 
< 0.1%
120.12172741
 
< 0.1%
108.03270091
 
< 0.1%

pvo12-26
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.620104525
Minimum-48.41984351
Maximum55.78904341
Zeros1
Zeros (%)< 0.1%
Negative1991
Negative (%)60.6%
Memory size25.8 KiB

Quantile statistics

Minimum-48.41984351
5-th percentile-19.19674084
Q1-10.06401969
median-3.313297252
Q35.758756287
95-th percentile20.4282131
Maximum55.78904341
Range104.2088869
Interquartile range (IQR)15.82277597

Descriptive statistics

Standard deviation12.32033402
Coefficient of variation (CV)-7.604653792
Kurtosis0.8138503742
Mean-1.620104525
Median Absolute Deviation (MAD)7.620377866
Skewness0.5869190106
Sum-5326.903677
Variance151.7906303
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-6.3534800621
 
< 0.1%
13.645360461
 
< 0.1%
6.9552889181
 
< 0.1%
5.1966835271
 
< 0.1%
-13.813674491
 
< 0.1%
-7.8356160191
 
< 0.1%
-11.748433181
 
< 0.1%
1.6346274711
 
< 0.1%
-4.0314741151
 
< 0.1%
11.513924871
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-48.419843511
< 0.1%
-43.557067821
< 0.1%
-38.235848621
< 0.1%
-32.412965661
< 0.1%
-31.816833431
< 0.1%
-30.829727611
< 0.1%
-30.441429171
< 0.1%
-29.876283851
< 0.1%
-29.689974161
< 0.1%
-29.469177991
< 0.1%
ValueCountFrequency (%)
55.789043411
< 0.1%
52.451968091
< 0.1%
51.446448421
< 0.1%
50.895011781
< 0.1%
49.522871541
< 0.1%
46.978260431
< 0.1%
45.622108051
< 0.1%
44.82533051
< 0.1%
44.809600641
< 0.1%
42.273936371
< 0.1%

adl
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION

Distinct1220
Distinct (%)37.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-301.3659908
Minimum-537.3324433
Maximum47.517011
Zeros1
Zeros (%)< 0.1%
Negative3230
Negative (%)98.2%
Memory size25.8 KiB

Quantile statistics

Minimum-537.3324433
5-th percentile-469.1552139
Q1-339.1333681
median-339.1333681
Q3-339.1333681
95-th percentile-19.63719387
Maximum47.517011
Range584.8494543
Interquartile range (IQR)0

Descriptive statistics

Standard deviation116.2765047
Coefficient of variation (CV)-0.3858315413
Kurtosis1.062268615
Mean-301.3659908
Median Absolute Deviation (MAD)0
Skewness1.257713721
Sum-990891.3778
Variance13520.22555
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-339.13336812069
62.9%
-434.11504611
 
< 0.1%
-467.97111711
 
< 0.1%
-371.80563961
 
< 0.1%
-475.81074551
 
< 0.1%
-103.91477041
 
< 0.1%
-25.599493511
 
< 0.1%
-161.04168491
 
< 0.1%
-499.41165961
 
< 0.1%
-11.271829261
 
< 0.1%
Other values (1210)1210
36.8%
ValueCountFrequency (%)
-537.33244331
< 0.1%
-536.64218541
< 0.1%
-528.23228851
< 0.1%
-527.23310431
< 0.1%
-526.50433831
< 0.1%
-523.64974181
< 0.1%
-522.91493571
< 0.1%
-522.74354491
< 0.1%
-522.70288191
< 0.1%
-522.60708591
< 0.1%
ValueCountFrequency (%)
47.5170111
< 0.1%
46.389460771
< 0.1%
39.665921721
< 0.1%
39.622926311
< 0.1%
38.805148911
< 0.1%
37.296493171
< 0.1%
35.07421471
< 0.1%
33.4452371
< 0.1%
29.394193971
< 0.1%
28.94598961
< 0.1%

obv
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3281
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2956.256785
Minimum-714.2749419
Maximum7740.133561
Zeros0
Zeros (%)0.0%
Negative327
Negative (%)9.9%
Memory size25.8 KiB

Quantile statistics

Minimum-714.2749419
5-th percentile-302.8202657
Q11023.509425
median3033.646276
Q34247.224912
95-th percentile7036.467743
Maximum7740.133561
Range8454.408502
Interquartile range (IQR)3223.715486

Descriptive statistics

Standard deviation2266.548098
Coefficient of variation (CV)0.7666952715
Kurtosis-0.8107584879
Mean2956.256785
Median Absolute Deviation (MAD)1673.184345
Skewness0.3348740705
Sum9720172.308
Variance5137240.281
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1788.7461648
 
0.2%
2586.3744171
 
< 0.1%
1733.6048731
 
< 0.1%
2183.0804671
 
< 0.1%
4241.414921
 
< 0.1%
6997.3795281
 
< 0.1%
3604.0486231
 
< 0.1%
4005.8704851
 
< 0.1%
2746.5469851
 
< 0.1%
-12.754440121
 
< 0.1%
Other values (3271)3271
99.5%
ValueCountFrequency (%)
-714.27494191
< 0.1%
-712.20049141
< 0.1%
-709.26648671
< 0.1%
-677.32024921
< 0.1%
-672.99633021
< 0.1%
-670.05794181
< 0.1%
-666.77003571
< 0.1%
-664.64833211
< 0.1%
-642.32172851
< 0.1%
-640.44623331
< 0.1%
ValueCountFrequency (%)
7740.1335611
< 0.1%
7707.4497361
< 0.1%
7694.1207861
< 0.1%
7665.6923311
< 0.1%
7650.1369491
< 0.1%
7646.3304431
< 0.1%
7640.6618871
< 0.1%
7619.8481031
< 0.1%
7608.5422821
< 0.1%
7606.3221651
< 0.1%

fi13
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-610.0242091
Minimum-191909.2454
Maximum111322.742
Zeros1
Zeros (%)< 0.1%
Negative1633
Negative (%)49.7%
Memory size25.8 KiB

Quantile statistics

Minimum-191909.2454
5-th percentile-17557.84387
Q1-736.6927411
median1.397743335
Q3750.467444
95-th percentile13312.20379
Maximum111322.742
Range303231.9874
Interquartile range (IQR)1487.160185

Descriptive statistics

Standard deviation15072.72853
Coefficient of variation (CV)-24.70841043
Kurtosis31.72395749
Mean-610.0242091
Median Absolute Deviation (MAD)745.3635991
Skewness-1.86277513
Sum-2005759.6
Variance227187145.3
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
16705.284311
 
< 0.1%
12173.777141
 
< 0.1%
-28.99291171
 
< 0.1%
-4053.4680321
 
< 0.1%
-366.85203341
 
< 0.1%
-2258.8765821
 
< 0.1%
8628.6787121
 
< 0.1%
2175.487971
 
< 0.1%
-1134.6525611
 
< 0.1%
92.655227341
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-191909.24541
< 0.1%
-155866.26921
< 0.1%
-142463.57841
< 0.1%
-141323.8191
< 0.1%
-132717.56791
< 0.1%
-125618.83261
< 0.1%
-104959.07481
< 0.1%
-104081.61591
< 0.1%
-96557.537421
< 0.1%
-91553.16831
< 0.1%
ValueCountFrequency (%)
111322.7421
< 0.1%
110780.80981
< 0.1%
105373.35941
< 0.1%
98825.704131
< 0.1%
97509.787171
< 0.1%
96939.1581
< 0.1%
89804.221541
< 0.1%
88299.066821
< 0.1%
79367.717921
< 0.1%
77769.303621
< 0.1%

fi50
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct3288
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-612.6771869
Minimum-66761.08387
Maximum53568.41624
Zeros1
Zeros (%)< 0.1%
Negative1762
Negative (%)53.6%
Memory size25.8 KiB

Quantile statistics

Minimum-66761.08387
5-th percentile-12380.29735
Q1-540.9733165
median-14.96317185
Q3376.2834673
95-th percentile6953.220299
Maximum53568.41624
Range120329.5001
Interquartile range (IQR)917.2567838

Descriptive statistics

Standard deviation7959.782665
Coefficient of variation (CV)-12.9918052
Kurtosis18.37999969
Mean-612.6771869
Median Absolute Deviation (MAD)447.9644132
Skewness-1.154059174
Sum-2014482.591
Variance63358140.07
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-60.913752131
 
< 0.1%
-59.036716631
 
< 0.1%
4919.8048071
 
< 0.1%
-20641.377141
 
< 0.1%
7187.9212821
 
< 0.1%
5104.5350521
 
< 0.1%
-1126.9756071
 
< 0.1%
894.1290961
 
< 0.1%
-1986.7757221
 
< 0.1%
17569.127331
 
< 0.1%
Other values (3278)3278
99.7%
ValueCountFrequency (%)
-66761.083871
< 0.1%
-66012.615861
< 0.1%
-61610.053611
< 0.1%
-61094.484161
< 0.1%
-61055.588281
< 0.1%
-59461.762831
< 0.1%
-55537.55881
< 0.1%
-52988.569861
< 0.1%
-52799.892631
< 0.1%
-51437.799431
< 0.1%
ValueCountFrequency (%)
53568.416241
< 0.1%
52402.732351
< 0.1%
49754.105171
< 0.1%
48443.052671
< 0.1%
41734.735161
< 0.1%
41061.034881
< 0.1%
40945.080731
< 0.1%
40043.894521
< 0.1%
39670.618621
< 0.1%
37377.271941
< 0.1%

return
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct3281
Distinct (%)99.8%
Missing1
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean0.002565956891
Minimum-0.3662865045
Maximum0.3407056489
Zeros7
Zeros (%)0.2%
Negative1511
Negative (%)46.0%
Memory size25.8 KiB

Quantile statistics

Minimum-0.3662865045
5-th percentile-0.05211672565
Q1-0.01140172405
median0.001440352266
Q30.01781941061
95-th percentile0.0585193349
Maximum0.3407056489
Range0.7069921534
Interquartile range (IQR)0.02922113466

Descriptive statistics

Standard deviation0.03738263587
Coefficient of variation (CV)14.5686921
Kurtosis11.82799675
Mean0.002565956891
Median Absolute Deviation (MAD)0.01432213216
Skewness0.006322636055
Sum8.4343003
Variance0.001397461465
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
07
 
0.2%
-0.0022678361921
 
< 0.1%
-0.0054491788781
 
< 0.1%
-0.0026708176011
 
< 0.1%
0.0065837779241
 
< 0.1%
-0.044926037151
 
< 0.1%
0.044285273481
 
< 0.1%
-0.0005689858261
 
< 0.1%
-0.036847997321
 
< 0.1%
-0.013754792881
 
< 0.1%
Other values (3271)3271
99.5%
ValueCountFrequency (%)
-0.36628650451
< 0.1%
-0.29431123191
< 0.1%
-0.23407418611
< 0.1%
-0.21805460571
< 0.1%
-0.20657282351
< 0.1%
-0.2028314021
< 0.1%
-0.1706170011
< 0.1%
-0.15215662961
< 0.1%
-0.15057040231
< 0.1%
-0.15001729731
< 0.1%
ValueCountFrequency (%)
0.34070564891
< 0.1%
0.29454909291
< 0.1%
0.23518874521
< 0.1%
0.21157911441
< 0.1%
0.20118556691
< 0.1%
0.19833450151
< 0.1%
0.19810897051
< 0.1%
0.18223573981
< 0.1%
0.18030382291
< 0.1%
0.17893812061
< 0.1%

buy_indicator
Categorical

Distinct2
Distinct (%)0.1%
Missing1
Missing (%)< 0.1%
Memory size25.8 KiB
0.0
2882 
1.0
405 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters9861
Distinct characters3
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.02882
87.7%
1.0405
 
12.3%
(Missing)1
 
< 0.1%

Length

Histogram of lengths of the category

Pie chart

ValueCountFrequency (%)
0.02882
87.7%
1.0405
 
12.3%

Most occurring characters

ValueCountFrequency (%)
06169
62.6%
.3287
33.3%
1405
 
4.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number6574
66.7%
Other Punctuation3287
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
06169
93.8%
1405
 
6.2%
Other Punctuation
ValueCountFrequency (%)
.3287
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common9861
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
06169
62.6%
.3287
33.3%
1405
 
4.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII9861
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
06169
62.6%
.3287
33.3%
1405
 
4.1%

close_buy_indicator
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)0.1%
Missing1
Missing (%)< 0.1%
Memory size25.8 KiB
0.0
2882 
1.0
405 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters9861
Distinct characters3
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.02882
87.7%
1.0405
 
12.3%
(Missing)1
 
< 0.1%

Length

Histogram of lengths of the category

Pie chart

ValueCountFrequency (%)
0.02882
87.7%
1.0405
 
12.3%

Most occurring characters

ValueCountFrequency (%)
06169
62.6%
.3287
33.3%
1405
 
4.1%

Most occurring categories

ValueCountFrequency (%)
Decimal Number6574
66.7%
Other Punctuation3287
33.3%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
06169
93.8%
1405
 
6.2%
Other Punctuation
ValueCountFrequency (%)
.3287
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common9861
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
06169
62.6%
.3287
33.3%
1405
 
4.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII9861
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
06169
62.6%
.3287
33.3%
1405
 
4.1%

short_indicator
Categorical

Distinct2
Distinct (%)0.1%
Missing1
Missing (%)< 0.1%
Memory size25.8 KiB
0.0
2909 
-1.0
378 

Length

Max length4
Median length3
Mean length3.114998479
Min length3

Characters and Unicode

Total characters10239
Distinct characters4
Distinct categories3 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.02909
88.5%
-1.0378
 
11.5%
(Missing)1
 
< 0.1%

Length

Histogram of lengths of the category

Pie chart

ValueCountFrequency (%)
0.02909
88.5%
1.0378
 
11.5%

Most occurring characters

ValueCountFrequency (%)
06196
60.5%
.3287
32.1%
-378
 
3.7%
1378
 
3.7%

Most occurring categories

ValueCountFrequency (%)
Decimal Number6574
64.2%
Other Punctuation3287
32.1%
Dash Punctuation378
 
3.7%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
06196
94.3%
1378
 
5.7%
Other Punctuation
ValueCountFrequency (%)
.3287
100.0%
Dash Punctuation
ValueCountFrequency (%)
-378
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common10239
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
06196
60.5%
.3287
32.1%
-378
 
3.7%
1378
 
3.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII10239
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
06196
60.5%
.3287
32.1%
-378
 
3.7%
1378
 
3.7%

close_short_indicator
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct2
Distinct (%)0.1%
Missing1
Missing (%)< 0.1%
Memory size25.8 KiB
0.0
2909 
-1.0
378 

Length

Max length4
Median length3
Mean length3.114998479
Min length3

Characters and Unicode

Total characters10239
Distinct characters4
Distinct categories3 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.02909
88.5%
-1.0378
 
11.5%
(Missing)1
 
< 0.1%

Length

Histogram of lengths of the category

Pie chart

ValueCountFrequency (%)
0.02909
88.5%
1.0378
 
11.5%

Most occurring characters

ValueCountFrequency (%)
06196
60.5%
.3287
32.1%
-378
 
3.7%
1378
 
3.7%

Most occurring categories

ValueCountFrequency (%)
Decimal Number6574
64.2%
Other Punctuation3287
32.1%
Dash Punctuation378
 
3.7%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
06196
94.3%
1378
 
5.7%
Other Punctuation
ValueCountFrequency (%)
.3287
100.0%
Dash Punctuation
ValueCountFrequency (%)
-378
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common10239
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
06196
60.5%
.3287
32.1%
-378
 
3.7%
1378
 
3.7%

Most occurring blocks

ValueCountFrequency (%)
ASCII10239
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
06196
60.5%
.3287
32.1%
-378
 
3.7%
1378
 
3.7%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

Sample

First rows

df_indextimeopenhighlowclosevolumesma5-20sma8-15sma20-50ema5-20macdao14adx14wd14ppo12-26rsi14mfi14tsiso14cmo14atrp14pvo12-26adlobvfi13fi50returnbuy_indicatorclose_buy_indicatorshort_indicatorclose_short_indicator
002013-04-01 00:00:00100.717061100.786451100.615535100.69573947.8631550.0000000.0000000.0000000.0000000.0000000.0000000.00.0000000.000000100.000000.50.00000048.975300-0.717059133.8960780.0000000.00000047.8631550.0000000.000000NaN0.0NaN0.0NaN
112013-04-02 00:00:00111.655503111.764190111.569298111.67886761.8603690.0000000.3203410.1647470.8237350.2464167.1428570.0101.0210750.231598100.000000.5100.00000065.728425-0.717059133.8960782.2834097.695783109.723524679.420328679.4203280.1090720.00.00.00.0
222013-04-03 00:00:00129.665571130.012184129.315126129.64972755.5820740.0000001.1326360.5815852.9028230.87125914.2857140.0102.9160210.759251100.000000.5100.00000076.741288-0.717059133.8960782.9919015.474606165.305598725.054237691.9472840.1609150.00.00.00.0
332013-04-04 00:00:00133.171426133.297527133.031620133.15382434.0934430.0000001.6000800.8543164.0001261.26061121.4285710.098.9903171.051414100.000000.5100.00000084.347625-0.717059133.8960780.0618582.718151199.399041638.541736669.4970660.0270270.00.00.00.0
442013-04-05 00:00:00138.972033139.098145138.931069139.03825335.6638510.0000002.0939201.1507525.1360751.67979528.5714290.097.7606281.351016100.000000.5100.00000089.513206-0.717059133.896078-2.06996612.813142235.062892577.301689651.4721380.0441930.00.00.00.0
552013-04-06 00:00:00142.960870142.991155142.932169142.96293625.4957165.1001642.5259411.4337386.0685902.06802935.7142860.096.1040641.614808100.000000.5100.00000092.986607-0.717059133.896078-5.62356713.915238260.558608509.124677629.8482350.0282270.00.00.00.0
662013-04-07 00:00:00158.574472158.692451158.435474158.56029827.4485549.8530593.6747962.0575548.8608872.98797242.8571430.0100.8318072.238354100.000000.5100.00000095.248555-0.717059133.896078-8.18777713.132390288.007163497.553299621.9375210.1091010.00.00.00.0
772013-04-08 00:00:00183.921223184.170420183.663029183.90796935.52867414.0687045.9413713.23559414.4242154.76231150.0000000.0105.6620093.362897100.000000.5100.00000096.727668-0.717059133.896078-8.64345111.906192323.535836555.126990632.8642510.1598610.00.00.00.0
882013-04-09 00:00:00220.276678220.691256219.976618220.38326432.85860022.3004479.7189185.19648423.5849927.72821857.1428570.0109.4674695.041607100.000000.5100.00000097.732946-0.717059133.896078-9.46735116.442270356.394436647.041296655.0471090.1983350.00.00.00.0
992013-04-10 00:00:00197.455338199.327976195.375450197.29574965.01309028.88938110.1932595.90805823.5079348.53049457.1428570.056.5788695.35292680.316910.595.65830791.993977-0.717059133.896078-3.75579014.601220291.381346340.179580570.496606-0.1047610.00.00.00.0

Last rows

df_indextimeopenhighlowclosevolumesma5-20sma8-15sma20-50ema5-20macdao14adx14wd14ppo12-26rsi14mfi14tsiso14cmo14atrp14pvo12-26adlobvfi13fi50returnbuy_indicatorclose_buy_indicatorshort_indicatorclose_short_indicator
327832782022-03-23 00:00:0042261.96678742283.06798042235.57867642262.56845912.9900181698.683592515.009422-201.8396971063.173592441.88291557.14285711.88329823.7381981.08767357.7305230.5104586.58669887.82424639.61984912.775718-12.010515-339.1333686607.8637374577.143614-459.582048-0.0047950.00.00.00.0
327932792022-03-24 00:00:0043350.15422743376.34226943308.89859643349.93706723.9163771874.700066638.775854-46.9322761333.498983591.15787171.42857112.68885536.9308751.44791561.6516020.6261478.99102791.69424862.10632612.325728-7.437909-339.1333686631.7801147638.397009578.2806740.0257290.00.00.00.0
328032802022-03-25 00:00:0044292.57864044318.17142644257.56128544292.47063223.3673992147.988432796.897222140.7040931678.631847776.56220678.57142913.87466046.1027531.89014464.7076750.74128311.99117494.31010165.95703212.097720-4.144568-339.1333686655.1475139693.5628341419.3111490.0217420.00.00.00.0
328132812022-03-26 00:00:0044408.91644544423.51524944385.97460644408.8292756.7943952538.753027893.684208309.8060191861.221763922.25447185.71428615.02382944.2488882.23138565.0776780.74213414.57094396.12106970.94120912.116486-9.047425-339.1333686661.9419088421.7090801394.6552830.0026270.00.00.00.0
328232822022-03-27 00:00:0044962.11613644982.98070844927.77172344963.63470912.4366162703.097681988.667986486.7275822044.3654911070.14879492.85714316.34914748.4727602.57246666.8616320.78752717.29509597.31126176.37260312.101397-10.362764-339.1333686674.3785238204.3080631610.5473090.0124931.00.00.00.0
328332832022-03-28 00:00:0047319.21447547345.79218847269.30633447319.41156619.8544383280.5356741254.880585770.6805952650.8318951361.75020692.85714318.48188071.2169053.24042873.1366960.86511821.94551798.10223881.16456111.930652-7.673921-339.1333686694.23296213714.0678583381.6092440.0523930.01.00.00.0
328432842022-03-29 00:00:0047564.77055647587.50937547526.37062647564.55484314.6061413822.6563621425.0286281028.3707252990.8510821594.24991992.85714320.54111068.7100873.75699373.6949050.86555925.87990298.63119879.16733112.120731-8.018221-339.1333686708.83910212266.4291943389.4126930.0051810.00.00.00.0
328532852022-03-30 00:00:0047246.90654847268.97010947215.52690847246.97698212.9913254032.8591371470.3640701230.7436073025.3805901732.90587785.71428622.16252757.2341434.04972571.6186580.79009528.53509397.39421271.20758012.336382-9.024172-339.1333686695.8477779924.6882813094.700148-0.0066770.00.00.00.0
328632862022-03-31 00:00:0046673.60051646697.86163246639.56431746672.31586421.3865564100.2678541404.5040801369.8720022813.3400081775.94933478.57142923.13351241.1796224.12261467.8912930.69204229.72824593.67326560.57125112.605268-5.591244-339.1333686674.4612216751.1581842491.377696-0.0121630.00.00.00.0
328732872022-04-01 00:00:0045544.91374345575.07554245513.75237745545.59429322.5439203894.9169581211.1263201422.5757882327.8630931699.55317957.14285723.07425316.8098273.92860461.1692900.59207628.77809985.32193838.13925113.006900-2.385058-339.1333686651.9173012158.0325321397.569889-0.024141NaN0.0NaN0.0